{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Spatial Scoring Filter (Altdorff and Schrön, 2023)\n",
    "\n",
    "This Notebook contains an example application of the spatial scoring filter introduced by (Altdorff and Schrön, 2023).\n",
    "\n",
    "It makes use of the data file `'Selbitz_Gamma.csv` which includes:\n",
    "- `E` and `N`: UTM coordinates of the spatial data points\n",
    "- `U`: noisy Uranium data from the gamma sensor (to be filtered),\n",
    "- other variables not used in this script.\n",
    "\n",
    "We thankfully acknowledge Marco Pohle and Ulrike Werban for sharing their data ([Rentschler et al., 2020](https://doi.org/10.1002/vzj2.20062)).\n",
    "\n",
    "Contact:\n",
    "- daniel.altdorff@uni-potsdam.de\n",
    "- martin.schroen@ufz.de"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas\n",
    "import numpy as np\n",
    "# Will be imported later when they are needed:\n",
    "# - matplotlib.pyplot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define CRNS radial sensitivity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Wr_approx(r=1):\n",
    "    \"\"\"\n",
    "    This function approximates the sensitivity\n",
    "    of points in a distance $r$ from a CRNS sensor.\n",
    "    It can be used as a weighting function.\n",
    "    Reference: Schrön et al. (2017)\n",
    "    \"\"\"\n",
    "    W_r = (30*np.exp(-r/1.6) + np.exp(-r/100)) * (1-np.exp(-3.7*r))\n",
    "    return(W_r)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define the spatial scoring filter (SF)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Spatial scoring\n",
    "def spatial_scoring(\n",
    "    data,                             # Pandas DataFrame \n",
    "    x: str      = \"E\",                # x coordinates in meters\n",
    "    y: str      = \"N\",                # y coordinates in meters\n",
    "    column: str = \"U\",                # Variable column to work on\n",
    "    radius: float      = 100,         # Radius to check neighbors\n",
    "    radius_method: str = 'Wr_approx', # Weighting function with distance\n",
    "    threshold: int     = 2,           # Threshold score below which values are chosen\n",
    "    ):\n",
    "    \"\"\"\n",
    "    Takes a DataFrame, a column, and some parameters,\n",
    "    Calculates the score of each data point in that column,\n",
    "    Returns the score and selected data points below a score threshold.\n",
    "    Usage:\n",
    "        data_scored = spatial_scoring(data, \"E\", \"N\", column=\"U\", radius=100, radius_method=\"Wr_approx\", threshold=2)\n",
    "    \"\"\"\n",
    "\n",
    "    # Shortcuts\n",
    "    S = column\n",
    "    D = data[[x, y, S]].copy()\n",
    "    _len_values = D[S].count()\n",
    "    \n",
    "    # Loop over all rows and score each data point\n",
    "    num_neighbors = []\n",
    "    counter = 0\n",
    "    for i, row in D.iterrows():\n",
    "\n",
    "        # Progress print\n",
    "        counter += 1\n",
    "        print(\"%d/%d\" % (counter, len(D)), end='\\r')\n",
    "\n",
    "        # Calculate distance to all other points\n",
    "        D[\"distance\"] = np.sqrt((D[x]-row[x])**2+(D[y]-row[y])**2)\n",
    "\n",
    "        # Query only data within that distance\n",
    "        _query = (D[\"distance\"] < radius) & (~np.isnan(D[S])) & (D[\"distance\"] > 0)\n",
    "        _d = D[_query]\n",
    "\n",
    "        # If there are more than 2 data points nearby\n",
    "        if (_d[S].count() > 2):\n",
    "\n",
    "            if len(_d)==0:\n",
    "                continue\n",
    "            elif len(_d)==1:\n",
    "                D.loc[_query,'distance_weight'] = 1.0\n",
    "\n",
    "            elif radius_method=='inverse':\n",
    "                D.loc[i,'distance'] = 1.0\n",
    "                D.loc[_query,'distance_weight'] = 1/D.loc[_query,'distance']\n",
    "\n",
    "            elif radius_method=='Wr_approx':\n",
    "                D.loc[i,'distance'] = 0.1\n",
    "                D.loc[_query,'distance_weight'] = [Wr_approx(x) for x in D.loc[_query,'distance']]\n",
    "                D.loc[_query,'distance_weight'] = D.loc[_query,'distance']*D.loc[_query,'distance_weight']\n",
    "\n",
    "            elif radius_method=='exp':\n",
    "                D.loc[_query,'distance_weight'] = np.exp(-D.loc[_query,'distance']/127)\n",
    "\n",
    "            elif radius_method=='linear':\n",
    "                D.loc[_query,'distance_weight'] = 1 - D.loc[_query,'distance']/radius\n",
    "\n",
    "            else: # equal\n",
    "                D.loc[_query,'distance_weight'] = 1.0\n",
    "\n",
    "            mittel = np.average(D.loc[_query,S], weights=D.loc[_query,'distance_weight'])\n",
    "            stddev = np.sqrt(np.average((D.loc[_query,S]-mittel)**2, weights=D.loc[_query,'distance_weight']))\n",
    "            #print(\"%10.0f %10.0f %10.0f\" % (row[\"V\"], mittel, stddev))\n",
    "\n",
    "            D.loc[i, S+'_score_minus_mean'] = (row[S] - mittel) < 0\n",
    "            D.loc[i, S+'_score_SD'] = (row[S] - mittel)**2 > stddev**2\n",
    "\n",
    "    filters = ['minus_mean', 'SD'] \n",
    " \n",
    "    # Calculate summary score\n",
    "    D[S+'_score'] = D[ [S+\"_score_\"+s for s in filters] ].astype(int).sum(axis=1)\n",
    "    # Select the chosen one\n",
    "    D[S+'_chosen'] = D.loc[ D[S+'_score'] < threshold, S]\n",
    "\n",
    "    print('i Scoring removed %d out of %d values.' % (\n",
    "        _len_values-D[S+'_chosen'].count(), _len_values)) \n",
    "    \n",
    "    return(D[[S, S+'_chosen', S+\"_score\", S+'_score_minus_mean', S+'_score_SD']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data input"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Read in the data\n",
    "data = pandas.read_csv(\n",
    "    'Selbitz_Gamma.csv',\n",
    "    index_col = 6,\n",
    "    parse_dates = True,\n",
    "    skipinitialspace = True\n",
    ")\n",
    "\n",
    "# First glimpse\n",
    "_ = data.plot.scatter(\"E\", \"N\", s=1, c=\"k\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Application of the scoring filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "i Scoring removed 362 out of 2307 values.\n",
      "True     1163\n",
      "False    1144\n",
      "Name: U_score_minus_mean, dtype: int64\n",
      "False    1541\n",
      "True      766\n",
      "Name: U_score_SD, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Apply scoring\n",
    "data_scored = spatial_scoring(\n",
    "    data, \"E\", \"N\",\n",
    "    column        = \"U\", # Take the Uranium column\n",
    "    radius        = 60,\n",
    "    radius_method = \"Wr_approx\",\n",
    "    threshold     = 2\n",
    ") \n",
    "\n",
    "# Show diagnostics\n",
    "print(data_scored[\"U_score_minus_mean\"].value_counts())\n",
    "print(data_scored[\"U_score_SD\"].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Transfer result into the original data set\n",
    "data[\"U_chosen\"] = data_scored[\"U_chosen\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 648x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Shortcuts\n",
    "data[\"x\"] = data[\"E\"] - data[\"E\"].min()\n",
    "data[\"y\"] = data[\"N\"] - data[\"N\"].min()\n",
    "value_range = (0, 4)\n",
    "plot_kw = dict(\n",
    "    cmap = \"Spectral\",\n",
    "    vmin = value_range[0],\n",
    "    vmax = value_range[1],\n",
    "    s = 7)\n",
    "\n",
    "# Create axes\n",
    "fig, axes = plt.subplots(1,2, figsize = (9, 5))\n",
    "\n",
    "# Plot original data\n",
    "ax = axes[0]\n",
    "ax.set_title(\"a) Original data\", ha=\"right\")\n",
    "points = ax.scatter(data[\"x\"], data[\"y\"], c=data[\"U\"], **plot_kw)\n",
    "\n",
    "# Plot scored data\n",
    "ax = axes[1]\n",
    "ax.set_title(\"b) Score filtered\", ha=\"right\")\n",
    "points = ax.scatter(data[\"x\"], data[\"y\"], c=data[\"U_chosen\"], **plot_kw)\n",
    "\n",
    "# Remove y axis labels\n",
    "ax.set_yticklabels([])\n",
    "\n",
    "# Make colorbar as a separate axis\n",
    "fig.subplots_adjust(right=0.8)\n",
    "cbar_ax = fig.add_axes([0.84, 0.23, 0.01, 0.55])\n",
    "fig.colorbar(points, ax=ax, shrink=1, pad=0.03, aspect=30, cax=cbar_ax, label=\"U ($\\mu$/g)\")\n",
    "\n",
    "# Fine tuning\n",
    "for ax in axes:\n",
    "    ax.set_aspect('equal')\n",
    "    ax.set_xlim(-40,1000)\n",
    "    ax.set_ylim(-40,1000)\n",
    "\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
